{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fab60af3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = (9, 3)   \n",
    "%config InlineBackend.figure_format ='retina'\n",
    "plt.rcParams['font.sans-serif'] = ['PingFang HK']  # 显示中文\n",
    "plt.rcParams['axes.unicode_minus'] =False   # 减号unicode编码"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f749bd2d",
   "metadata": {},
   "source": [
    "# 11.1 CAPM模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4c23f55d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████| 2/2 [00:00<00:00,  2.90it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 242 entries, 2022-01-04 to 2022-12-30\n",
      "Data columns (total 2 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   沪深300   242 non-null    float64\n",
      " 1   贵州茅台    242 non-null    float64\n",
      "dtypes: float64(2)\n",
      "memory usage: 5.7 KB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from scipy import stats\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import qstock as qs\n",
    "stocks = ['沪深300', '贵州茅台']\n",
    "df = qs.get_price(stocks, start = '20220101', end = '20221230')\n",
    "df.info()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "092532af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x148d7b430>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wtW6VcmPCm95RaOkTJ1YwnMQ1ZKqMzPz46hHHluFJO5YSJ/OkPxnxDYxbuUIgVrxDda89IIU6/+/TM/0qead+Vo7jKLLuVYVWLOz0ezTg9st79tXxgZRjG1nLMOMrAY5vcm0Y9eeM488NM75y4ZRBo+Y44TpF96yWXVcuM7OPrLxBMnr1afUAnB2oUu3C7zf43ZvpvTTgn34pIz2HfgZ0It7DgORI9b6VjMC/q1NrA3oIM7O3/PP+RYHXHpQTqokf9KbLKhh5LNA/qtEvU/7L/lXhta8p/NFz9cvo3eMvlVN9NB5YPyay9YNOC/w7jqPQR39LCPpLkm/WjS3OwDdcHrmHTJV7yNT4IMD+dYoVbVbsyG7Zpfvql/WbeYPlHnGuXMPPlZmRJ0myS/cqdmhrfV3h9YvlGjmrxy1rPp2caFh25WGZWQUy3MldJg8AwMnCa/+R8NzwZco1dLqcQJWcYLXsQGV8wkM70gEaadnyzrpBrqFn8zmgCxmmKVfhSKlwZKfU5xl3ocy0bAXeekSKhRPORfesan1FlufEoEB6jlz9x8o1eEr9HhCOYyu6d42Cb/2uwX06S/jjFyTblhMJKrL+9YYFDEOuwVPj7QnVxPe0CNbEvwfY7ZwcFQko9OFT7bvWcsk1fKZ8M7/Q5Cphx7EVK9qiyNb3Fd39ScN0RS6vzNwBsvIGycwbJCtvoMzcgY1+Bg0te7rRARe7tlLFf/ulCm74SfteB1rNCQcU2bFcioZkZPWR2atQZlY+K6oBAEnFjP8zBDP+G2cHqmSX7pORniMzu2/rZ81UlSh6YH18oCBvoKL71irw2gMJZdIW/FRW7sAOtS9WskehZU8rdnhbwnHX4Cnyz/92h+p2YhHZlUdkePyNLlOO7PlEwcX/nXDMf/n35Oo3pkP3TTYnGpYs92kNTDh2VJFN7yj08QvxDZJNl6x+Y+QaNEmugRNl9io4bW1pSqqPjANdhb6FtnBCtQpvfk+S5B5+tszM/E6p1646otpn70yYud3U/jxONCwnWC0nUC0nUCknFpWZni0jPVeGN02x4p3xiQIHNsgJ1sg1Yoa8Uz8rw+PvlLa2Fn3r9IlVFCn0/p8afN7sKLNXoWRasquONJpj38wbJPeoOfGVtdn95AQqZVcflVNTKrumVHZ1qZyao7JrSuXUlLY7QG/mD5Nv7i2yeg9ucM5xHCkaqh8EOHlAwAnWxgcGYhFJ8c+V0T2r5AQq29WOxhjpufJd+DW5+o1NOG4HqhR8838SJuG0skaZvQriAwH5Q2X1GysnUNnge8qpfIMnyOl7lsyc/jJ7D5bpz2rjfZPHrilV7NBW2RWHZKT1in+2PjaoZNdVKLpnlWLFO2VmF8pz1iVt/r/KiUVlVxTJLt0vJxKQa8g0mek5nfoaYoe3K/D27+L/jhMY8YGfYxtMm+m5sgqGyyoYKbP3oHiKMPRIvIcByZHqfYtUP2g3Av/J5dgx1T79HTl1FfXH3OPnyTfrhvbVF65TaNkzimxdIumULmq5lX7Nz2RmdU6woMk22LZqn71TTnXJiVsPmiT/BV+TPL5u90HUcWyFljypyJb3ZKTnyHvOArmGz+jwAIBdW67ojmWyq0rkhANyIgEpFpWZ2VtmTj8Z3gyF1/5DdvnBJuswehXKNXCiXIMmyeo7qktm9nTn/gP0ZPQttJYTDatu0b2yS/fGDxybgewef6msvqM79H4VXPKkIpveOnHA7VPGDb/u9P2GTif61unlOLYiWz9QaPmz8UkMSWYNnCj/Jd9s9QpJx7Hl1FXKqSk99nksKLtsv8KrXmr2Os85C+SZ+GkZZufsSeGEahVc9oyi25Z0Sn1xhtwT5sk75QoZvgzZVSWqe/VXciqLO/EeJ/GkyfCmJ3zGT2yOIWvABLnHnC/X4Emn/TO/XVOqWNEWxQ5tUbRoS6PtNHsVSt502Ud26eTvSo2tTnIcJz6QU10qu+aonOpjg0nVR2VXl8iuOJQ4qOT2yX/pt+QaML7Dr8WxbYXXvKLwJy+2btP1k1me+CBAvzGy+o6R1WcYqwN6EN7DgORI9b5F4B/tRuA/+UIrn1N4zSv1zw1vhtJvelCG1bYPy3ZtuQKv/lp22YFGz3tn3STP+Es61NbWCm94o+klzJZHhscnefzxvK9uX3yGjdsvw+OT4fbHv1h44sfjz/31jw2Pv1MHEMKb3lFoyeMJx1xDpsk754sy03q1uT7HthXZ9JZCH/2tUzZIruf2ydV/nKzjqwE6eUZRU7p7/wF6KvoWWiu49ElFNr7V6Dkzb6A84+fJNfzcNuVsd+yYnJoy1f71PxJSqLgnzJdv5vUdbnNXom91DbuuUpFtS2WXH4wHy4+thnXCdfFVIsGa+IqRYI3ktO+7hWvUbPnO+3KnfAYMb3pboSVPNDxhWvKd/xW5R87q8D0aE92/TuF1r8cnfji25DhyHDu+ybKc+E/npD+t4fLIPXLWsVUFjexDZlgy+wyVU3Wk+X3KWuA978uy8oepbtFPpWjzqZcMf5ZcI2fLM+Y8mdl9233P5tjVR48F+bcqdqjxQH9bWYWjJLcvvmKkurRV+5wlMCz5zvuS3KPntvnejm3LPronvs/a7k9ODPZ2lOWRVTgiPgjQb2x8Y+82fs/E6cN7GJAcqd63CPyj3Qj8J59dWRxfZn8Sq+9ouYaeLdeA8TL8mZLbJ8O0mqwjVn5QgX/8Wk5tWYNzRma+vDO/IPeQaZ3e9qY44YBqnvp/UqTt+YBbzXIfGwQ4MSBguH0nBg1OHjA4aQDByh9aHxyxg9WqffZ7jeYuNbwZ8s65Wa5h57RqNqUTi8o+ukfBZc/IPrKz019uYuMsec+9Rp6JlyX3Pur+/QfoqehbaI3o3tUKvP6bFssZvky5x14g97iLEgaG7WC1ojuWyy7bL7s6ngbFqS1rPGhnWkr/wi8bTePXk9C3ujfHcaRw3UkDAdWyA1WKHd6h2P61jQamDX+WPBM/JffEyzo1JWN487sKffCnEwc6ccZ2Z3Ecp34QwKktV/D9/1OsaHOrrjXSc+WZOF+uETPrU/DYdRWyS/crVrpPdul+2aX7ZFceanSj5pNZfUfLf/n3ZBiGIrtWxvddaOXAhFU4Su7Rc+OfqU9ZqeHYUclRqwLRdnWJYkVbFD20RbFDW+VUH23V/buCZ+pn5Zn2uRb/vdq15Yod2KDogQ2KHdh4Yg+5RhiZ+fH0Uh0YvJEkuTzxtLP9xsjVb6zM/CHdbkX2mYz3MCA5Ur1vEfhHuxH4Pz3qXr6v5Vycx2fK18+M98UHBDx+Rfevbxi8dvvkmXK5POPntWkWYGcJrVjYYMPA7sDwZsg7+0a5R8xU8L3HFNn6frPlXUOnx2f/n5Sz1K6rkF12QHbpPsVK98cfVxS1P4ds3mB5z71WTrhO0X3rmvzim/hCDKVfe3/S9wHo5Y1IwRqZOX1VXtGJKxiAM1xPeG/C6RXdu0bB5c/IkBFf3TVokoJv/rbZQFADhiXXsLPlHnGuonvXKLL9w0ZzpDfGNWqO/Bd8tZ2t7z7oWz2X49iyS3YrdmSX5PLENzHtVSDD3ytpezBFdn+i8JpXZHjT5T3nmkbz+XcnjmMrsv51hVb+TbKjTZYzcwfI/6nvtGqFqBMNyS47GB8MKNmj6KEtcioP1583/FlKu+IHMrML649l2uUK7lmr0JG9ChzaG19x3NIGzG6f3MNnyDVsumJH9ym2f61ih7dLLo88U66QZ9KnGt03za6rUPDd/1XswIYWX0sD3nRZvYfILtvf8LO12y8zq0+HZ9Ybvkw5weoGx13DzpHv/K8kDHY40bBih7cremC9Ygc2NLlSO/EGhjxTPyfPlCtkmKaccCCeeuj44FmgSvbRfYoV74h/H2krl1dW4UkDAb2HNDvhDMnFexiQHKnetwj8o90I/J8ekR3LFHz7951Wn9GrUGmf+n/1G1h1BScaVvDd/1V0z6pmv5h0Fdeo2YpuW9qqsoYvU67h58iuONz4F4fm7jN0ejw4f2zDMLvisOzyItmVh2V40+WZ/Bm5R5+XkEPWcWzZR/cqum+dovvWyi7ZrQZ7Nij5QZrIrpXxf5d2TFZmnqyRc+Qec57MjLyk3RM4U/SE9yacPrEjO1W36N4WZ9B6Z3xBMkyFN74pp+pI5zXAMJS24D9l5fTvvDq7CH0LZ4JYeZHCq19WdOeKBv9vWH3HyD/v9g7t1WHXlitWtFlONCzXwAkNPvud2s+cSFDRXR8pvOU92cU72nVP1+Ap8l34NRmeE4GLWPlBBV79r0Y2t22c4c2Q1Xd0fX57M7e/DMM8Nqi0R9GDG6VoWFbBCFn9x0mmS9HdHyn04dMJe64lVmrISM+VmZEnIyNPZmZvGZm9ZfYqlJU7QPL4FV75XKMTnszcAfJfervsQJUiW95VdNdHLaZJSrh1Zm/5LrxVrsJRrSrvBGviAwuHtihWtFl26X419h2iWW6frMJRsvqOkavfGJm9BzMQcBrxHgYkR6r3LQL/aDcC/6eH49jxTXk3vd3uWePHmX2Gy3/ZHTJ9mZ3Uuo5xHCe+LPX4BrfhYDzfazggRYL1x51wQAoH6jdeO/H42LlIoMVlyB3i9intiu/Hv0Tt/rjD1Rm9CuSb+yW5+o3tcF12oEqx/esV2fp+4soQw1T6dfcnZYDHCQdU88y/NZIGyZBr2NnyzfmiDF9Gp98XOFO0573JcZz4QKphddqGk+h6Tjig2r/9uMX81K4h0+S79FsyDEOObSu2f63CG95Q7OCmDt3f8GfJc/bn5Rlzfofq6S56wuc+oLPY1UcVXr9Yka0fSNGQ3KPPk3f2jUnfzLW5fhYrL1Jk6/uKblva6Ez45hi9CuWbeYOMzDw51aUKvP2IFG46dWhCoL/fGJk5/RtdNdASJxxQZMcy2WUHZPh7ycw8KcifntOqVDjhTW8rtPTJht9XDKNN32HMXoWyBk6Qa8B4Wf3P6lA+fidYo+jhrfFNj4u2yC7b3/ZK3H5ZfUfJdWyPADNvEJ9Bkoj3MCA5Ur1vEfhHuxH4P72ccCC+odPe1YrtW9e25f2SrEGT5b/kNhkub8uFe5j4AEL42EBA3bEBhOODCacMEoSDiYMJkYCcUF2jeyAc551xnTwTPyVJiuxcqdCSJ9r8+5fi+Tfdo2bLM+nTnZ5iyQ5UqfaZf0uYKeQaNVf+C75S/9xxnE5ZDh9a9ZLCHz/f5HmzYITSrvgeOUGBYxw7pvCqlxQ9sF6GL1NW7yEyew+SmZEnJxo+9v9XKD4QGg0rze1IsbBioYACNbVSJCQnGoqXi4aOlY0/jp8LxzcZdOx4WoRJn5Fn6pVJS3+B0yfwzqOKbv+w2TJGeq7SP39PowOusbKDimx441han8Zz97uGTJOZN6g+mGX4Mur3x5HLm1L/jnrS5z6gsxyfaGO4faflfq3pZ04squi+NYpseV+xA+s7ZwKPN12ufmOPbVQ7RmZOv3YF+pMlum9di4MVDXj8cvUbVx/sNzN7J619TrDm2GqAYwMB5a1INXQqj19W4Wi5jg+25DIQ0Jl4DwOSI9X7FoF/tBuB/67jOI4UCcg5FsQ+MTv+2Gz4SPDE42hYVt4guUbNZilmM8Ib3lRo2VMNvniYOf2U9vl7EoLYdl2lQkueUHTPJ41X5vLIzB0gK3egzLyBMvMGycodkLA8ORmCy/+iyLrXThwwTKUt+Kmie9cqsuktKRaRd+b1co+Y2e57OOE61Tzz741uenwy94T58s28vt33AVKF4zgKffC4IlvePa339c79kjxjLzit90Tnimz/UMF3Hk04ZvYqlBMNnxisdvvkv+xf5eo7utm6nGCNwlveU2TjW3Jqy+Ib/o67ML7hb1p2kl5B99NTP/cBPUlb+5ldU6bItiWKbP1ATvVRGek5cg2aKDN3oMIfv9CqyTZmn2Hyz78jYd+t7siuLFZg8X83E1Q3ZOYPlWvgeFkDJsjqM6zLvr/ZgSrFDh1bEXBos+zyduwR4EmT6+T0SnkDu9VgTE/DexiQHKnetwj8o90I/CPVRPevU+DNR+Kpg47xX35noyl5HMdRdPdHimx5X4bljgf4cwfKyhsoI7NPl8xusesqVfvMvyfO6jQsyYklPE+/5t6ETdjaIrRqkcIfv5BwLP2suard9pEUSdzg13fpt+QeOr1d9wFO5kRCcurKZXgzJG9aj/rSGF77qkIrnj39NzZdSrvyB7L6DDv990aHxcoOqm7RTxP/X/X4lf75n8rIyFXs0DY5NaWyCke2KaWb49hyastlpGWfkZMB+NwHJF9H+tnxMMLxlUZ29VEF3nhY9tE9TV7jGjJNvotu7TGrmp1IUMH3HlN018r6Y0ZWgdxjzpN71OxuOxhr11XGBwKO7xFQcajtlXjTjw0EjE3YZwGtw3sYThfHjsqpKTu2T4wR38/El5H0iYxdJdX7FoF/tBuBf6SiWPlBhVb8VU5tuTwT5sk9anZXN6lNGsz6b4Rr6HT5L/1W/XMnEpQTqI6niXD7mkzr4IRq47P9w3X1x9JGn6v8q/5NJVs3qm7RfyZu1uz2K/3qu+MbGAPtFNn9sYLv/CGeykaK57D3Z8bz6/YqkNmr8NifApm9Ck5bKoPWiOz+WME3/kdt3jyvkxjpuUq7+u5uPwOyOXZ1iZxwQGavwk5PkdYRsSM7Fdm2VEZattyj58pMz+m0uqNFmxVY/FCDdBC+i74h94gZnXafMxGf+4Dk6+x+5kTDCq99VdFdK2TXVpz4HGqY8ky8TJ6zF/S4dDKO4yi2f61iR/fJKhwpq+/oHhcAt+sqjq0G2KJo0RY5lYfbXonbF18lnTNAZu9B8dRzab06v7EpgvcwJJtdV6HI+sUKb3onYTLkcYY3Q0ZWvsysPjIz4z+PPzfScnrc/8XHpXrfIvCPdiPwD3Q/jc76b0TaZ38oq2CEwpvfVejDp6RYJH7CcsnwZcUDq/6sE499WbLL9iu6Y1lCPf2/+mu5eg9SWVmtwpveUWjJ4wnnjcx8+WbfLNegiZ32Gh3HUaxos6J7PpHh9ss9/pJuOzsKHRM9tFWBv/8ycUCpBUZa9kkDAgUyMvPjGxke+yBqVxxW7Oge2Uf3So4jq3CkPJM/0+kbYceO7FLdy/c36Ivu0XNlVx9VrHRfPLDr8spweyWXJz5b0e2Vx+eX6fFJbo8ithUv40osY7g8x356j533xFMlbHgj4X5W/3Hyz/t2/B49TOijvym8+uX4E8OQ2avvifRpx34a/l6nNQe9Y9sKr1qk8KqXVD+gY1pyjZgpz8TLjm0e2b72OI6t6PZlCr7/mGQnfr5yjZoj/wVf7WDrwec+IPmS3c+cWCQ+YcXtleFN7/T60T52bfmx1QBbFD20RU5lcdsrcXnlmXqFPBPmJ30T6p6I9zAki11dovDqvyuybUmbvnclMF0yMnvL7FUoz9gL5Bo8ufl71lXILi+SE6iK/4mGZeUNlNVvzGlfwZXqfYvAP9qNwD/QPQWXPaPI+tdPOWro5FnHVsFIuUbOVGjJE+2+T9roGSpc8O/1/cdxHAXfebTB4IAkWQPGyzvjelm5/dt9PycWUXTHcoXXL5Zdtr/+uOHLlO/CW+UaOKHddZ8pHDsqu+qIDJdXhi+z8zeZrqtQZNtSKRaJL1fPzG9duxxHscPb5ASq5Oo3VoYvQ3blYdW++NMW95PoFIYp18hZ8kz+tMxefTscSHaiYdUu/L6cmtKE455zrpV38qdbvL69702OHVPg779Q7NDWxBNuv9wjZ8o99gJZeYNaXV9Ximz9QMH3/thiOcOfJfPYfipW3iBZ/c9K2mxBu65Cwbd/r1jR5qYLmVZ8GbQ3XYZpyrHt+DJpO3bST0dO/XM7no7NttXUyhCzz3Clfebfu9Vqlp6Kz31A8tHPIMX3bkgYCKg60uprjaw+8s28Xq7BU5LYwp6HvoXO5sQiCq/9h8KrXzkxEbAzGIb8n/lu4ymTo2GFPnxKka0fHEsldArLFd8kfOAEWQMnyMzul/RJPqnetwj8o90I/APdkxMJKrD4IcUObpKZO0Ce6VfJqTqq0PJnOvEuhvp+5VfyFw5J6D9OJKS6F++RXX6wkUtMeaZeKc+UK9qcWzpatEXBdx49saFlIzyTPyPP9KsSNmLGCXbFYdW9cr+cuooTB93++MoOf6ZMf68TKz3q/8SPmb6seCCzqTRQkaDC615TeO2rJ1LyWB55pl0pz8TLWvw7CX38gsKrFsWfmC65hkxRrHRf+2aLdZDhz5LZe4is/KFyj5ghM7tvm+sIrX5F4Y+eSzjmHnOevHO/3KoPrh15b7LrKlX3/F2Jf88nMfOHyT32fLmHn9vuQLITDSuyY5kim96RXXlYZnqOzN6DZfUeHP/d9R7coRygsaN74qnDYu2YcWS55Jl8hTyTPtXhgS0nElKsZJdixTvifw5ta3TZczL1tNzV3R2f+4Dko5+hMXZNaXwQ4Fh6IKe6pMVrvLNulGf8paehdT0DfQudxXFsxfavV3DZ00n7vmVm91PagnsSvgfagSoFFj8ku3hHq+sx0nPrNzx39R8nw5senzRWvF3RbUsUK94p56RVCqYvS65h0+UeNad+VZjjOPH/c0yXzIzcBvdI9b5F4B/tRuAf6N6cSKg+vYcTi6h24Q9a9SG7NVwjZqj/gu802n/smtL4Rmwluxu91ioYKd9Ft7ZqNrjj2Aqv+YfCH/9NasVbi9lnuPwXfK3dmxenKsdxVLfoP2Uf2dn+So7n1j8+KOD2SceC2LHD25sONOf0l3ful+QqHNno+VhFker++sPGZ3ycxBo0Sb45X5QTqJZTVyG76ojsysOyK4tlVx6Ob0DV2bn0DUueSZfJM/WzrQ4i24Eq1f7luwmbsloFI+W/4s5WD0p19L0pdni76l75efNLdd0+uUfMlHvs+bJ6D5EU38cjsv1DRfeskhOolBMOyokEJMeRmZUfXw3hz1J010o5gapm22Bk9ZHVe8hJAwKD5VQfVXTfWkX3rZNTXSIjI1dW76Ey8+ODBWavAsm2VfvC3XKqj7b5dSfcv1eBfLNulNV/fKvyjTqOI6fmqGLFOxUr3q5Y8Q7Zpfub/3dpmJJpde4MqZO4x8+Td8YXemy+1O6Iz31A8tHP0Bp2bbns0v2yyw8oVrxT0T2r1OBznOVS+rX3JXxncBxbchw2qKdvoQ2cSEhOoEp25WFF965WdPcncgKVjRc2XXKPmhOfvJWZF/8O7jhyasvj37+qj8iuKpFTFf9pVx+Roo2nGfbOuF6eifMlSbGygwq8/kDHPuMbpqw+w2UHKlteRWR55Bo6TYoEFSveISdYLUlyT5gv38zrE4qmet8i8I92I/AP9CyRHcsVfPt3jZ7zTP2s3KNmywlWH8uzVy07GP/pBKqOHa+WEwnK6jNMvrm3KK8gr8n+E89V/aFCK59rPCDs9ss394tyj5jZZHvtYLWC7/xBsf3rGi/gTW88DYzllvfsBXKPv7TbBcycSFCxkt3xDZEy8k7bfSM7Vyj41iOn7X6NcY85T95zro1vIn2SwOu/UXTv6mavNfMGKe3KHzQ7Q92Jho8NBhwbCDg+KFBXmZBqxfBn1Qei7eqjimx8u8U9MYzMfPnm3iLXgPEtvs7g0icV2fhWwrG0q++uD663Rme8N8WO7lHoo+cV279eLQ2ImL2HyMzpr+juj5r84H7aWJ6G+yKMu0jukbMUK90nu3S/YmX740H546tLmmNYMjLzZGbmyyoYIffIWfUbjjuRoKK7P1F07+r4F4ImBq8arTY9V76Lb5PZq0CRjW8psunt+i8UHWa55T33OnnGX9I59aEen/uA5KOfoT1iJbsV/PCpBjOBXcPOkf+Sf5bjOAp/8qLCa16RJJk5/eJ7/uQOktl7kKzcgQ0+Y6Ya+hYaE6sokl26/0Su/EBl/Lt8/fOqVn5mNuQed5E8U65o0/55juPE71N1RMGlf5ZduvfESbdP6dfdr9jBTQouebLhylnTJTMrX4Y/S44dk31kV4uTwTrOUMYtDyfsEZPqfYvAP9qNwD/QsziOrboX7pF9dE/Ccc/UK+WdfnWb62tN/3EiQYXX/F3hNX9v9E3cNWKmfHNubpAWxAkHVPfiT2VXFDW4xiwYIe/ky2UNnKjIxjcUWrGwwUaYkmQVjpLv/K/UB/m6mhOsUd0rP4/vT2BY8p57jTwTL0v+fZvIN580hnEsztzwo4Dhy5R3xhfkGjlLhmEoWrRFgVfub7669Bylfe7HMtNzktJcO1Cl8NpXFd36gZxQTbNlXSNnyTvjCzL9WY3XVXlYtQv/I56z/fg1I2bKf9HX29SmznxvsquPKrL1fUW2vN+mwHZ3YRaMUNrl35NhJa6WcBxbTtURxUr3yy7dp9jRvYodWN+6lUEFI2Sm5yq6b027BjpcQ6fLN/dLCQEGx7bl1ByVE6qTE6qVE66Lt8U0JcOMD0Ia1rFVAvGVAoZhnlg1cOy4YZgy0nN75GbMPQGf+4Dko5+hvRzHUWjJ44psfjfhuP+K7yt2cKPCq15q9nojPbd+zx8zb5CsvEEysvokPT/46ULfwqkaSy/aHmaf4fLN+aKs3oM7VE+seEc8XedJjLTsRr+DGBl58s+/Q1bewPpjTrhO0YObFNu/XtH965tN89tuHr8ybnww4bN2qvctAv9oNwL/QM8TO7xddX//eX3ubM/kz8hz9oJ2fSBuS/+JFe9Q4O3fN5pqyMjsLf+FX5d1LBWM4zgKvv17RXcuP6WgIc+0q+SZcnk8YHa87pLdCrz1OzlVjeQntDzynrNA7vGXJFzTFYLv/0mRLe8mHHNP/JS8517TqW1zHEeyozIstyQptObvCq/8a0IZ34W3ysofmjAT5NQ/drBKTl1Vm3KaWwMnyHvutVI0ouAHf5Jduq/xcv3GyjvnZgXf+UNCSijDlynP1CsV2f6h7KN7ZOb0l++ib8jKHdCO30TbOI4TDyQf3aPYoa2KbHmv0QElw5sh78wvyDVydoN+E3jjYUV3f3zigOVS+rX3y8zs3aa2JOO9ybFjiu1bp/CWd+OraDrho5rVf5zcYy6QE6qRfXSPYkf3yi470OjvrT0Mf5bSrv5Jqwd9Ykf3KrjkiY6ltGrQCDMePCgYEf9TOPK0rtZB5+JzH5B89DN0hBOsUc2zdyas6jV8me1eVWdk9ZF75Gy5R81qVZrR7oy+hZNFdn+s4BsPd6gOM6ef3BPmyz16bqd9Hw28+wdFty1t/r59hsk/71+aXVngOI7sikPxQYAD6xU7tKXB/l9mdl+5Rs0+sSdbLBpfzbvnk8a/x2X1kW/WDXINmpxwPNX7FoF/tBuBf6Bnih3Zpei+tbIKR8k14Kx219PW/uOEAwou/bOi2xv5IGAY8ky5Mh703bZEoff/L/G0P0u+i2+Tq9/YxuuOhBT66DlFNrzR6Hmr7+j47P+sPi2/sCSIHdmluhd/qsZmwbtGzpbv/C93yqbEdlWJAq8/ILu8SGbOALmGTFF4wxuJ+eb7jpb/8u+1erDHiYZPSgF1bFAgUClFT8prbrnk6jumfvBGigeaIxveVOjj5xtfXmoYDYLP3jlflGfcRfHrHUeS02UDNrHygwq9/yfFirc3et7qN1a+ubfI7FUox3EU2fS2QkufTCjjmfTp+EBIGyX7vcmuKVVk6wfxVQCnzqQxTLmGTJVryFQZ3jTJ7ZccW3bFYdkVh+TUHJWRkSf3qDmNzgpyYlHZ5QcVO7pH9tG98Z+l++vz4Ju9CmUNmiSrcKSc6hLFjuxW7OheOdVHEv89uH3yX/avcvUd3abX5ji2Ils/UHjVS+1b5eJNPxbkHxn/mT+U2fcphM99QPLRz9BR4Q1vKPThU51er9VvrLyzb5KV07/T6z4d6Fs4LlZ+MP7d8qTveK1iuWTmDpJr6FS5h0w7ETDvRHZdhWqf/V6TbXONnC3f3FtavX/acU40pFjRVsUOb5NMS65BE2XmD2v0O61dV6nItg9klx6Q4fHJKhwlq3CkjIzejZZP9b5F4B/tRuAfOLO1t/9EdixXcMnjUrjhTHIzf1g8Fc7Jm2V6/Eq/+h6ZWS3P0okWbVHwvT82vomxyyPvOdfKfdZFLQaTnXBAwff/T9G9q+NBzuHnJuQGbwvHtlW36KdNbnYsSdbAifJf8s0OBRgdx1HglfsVO7S1mVKG0q6+q0355jvKrilV6MOnjm3a1jSzV6HSrvnPThkA6SyOYyuy5X2FVjzb6L9XWS55Jl8h++ieBvsUGN4MpX/h5wn5I1vrdL03Obat2IF1imxbKrumTK4B4+Uee0Gnp1Vy7JicqhLJ5ZGZkdt4mVhEdnWJnMpiOaE6WYWjWtXnm7yn48QHrKpLZFeVKFa8Q9EdyxumczJMWQMnxAc7CkfJ6FWYMikB0BCf+4Dko5+hoxw7qrrnftxoyk9J8ky/WobHH0/1V7pPdvnBBjOBm2Jk5Cn92p/JcPW8QX36FiTJCdWq9sV75FQmrnY3+wyTmZ4rw99Lhj9Lhj+z/rF57LHcvtPyOTe87nWFlj+TeNCbLt/cW+Qedk7S799Wqd63CPyj3Qj8A2e2jvQfu/qogu88Gh+xb4Hv0m/JPXR6q+t2IkGFVvxVkU1vNXre6jtGvvP/qcnZ/47jKPjWbxXd9VGDc2bugHgg1+WJp9KxPJLlluFyn3TMLcPlkZnTT1bhaEV2LFPogz+12G6zzzClXfb/2r0xWXTfGgVee7DZMq5Rs+W/4Gvtqr+jontWK7j0ySZzNfrnfVuuIVNOc6tax66rUOjDpxXdtbLV13hn3SjP+EvbdT/em5LDiUUV3b9O0Z0r5YRr5Ro4Sa7h5zS5ZwNSD30LSD76GTpDdP86BV79rwbHPdOvlnfqlQnHHDsaX5l4fCDg2P4/TaUHau/+Zl2NvnVmsGvLFVr2tKL71srwpMnIyI2nmbQ8coJVsisON5jk5ho1W77zv9ptJq84dlSBv/8qnp5HktX/LPku+GrS9mzrqFTvWwT+0W4E/oEzW0f7j2PbCq95ReFPXmx0419Jcp91sXyzb25X+6JFm4/N/j/a8KTLK/+82+UaML7BqfCGNxX68M/tumcDpiue0uakFQxmr0J5zrlGwbd/L8USNxY1s/vK/+l/a3MOcce2Vfe3H8suP9B0Icuj9C/8vEs/cDmRoEKfvKjI+sUJf+dtTT/UVaL71ii45MkWU8i4x8+Td+b17X49vDcByUHfApKPfobOUvfaA4rtW1v/3H3WJfLOurFVn68cx5FdskuRbUsV2bkiYc8AWS6lX/OzLksB2l70rdTmOI6i2z9U8MOnpHBdq68z84cq7Yrvtzl1TrI50bBiRZskTzyNZnf+npfqfSsZgf+u3T0RANAjGKYp79QrlfbZ/5DRyGZbZu/B8s74Qrvrd/Ubq/QF/yn3sZzxCaIhBd/6nZxIYu752JFdDZcldoQdTUxbJMk7+2a5h05T2uXflU5JA2NXHFLdCz9RcNkzih7YICeaODDQlOj2pQ2C/q7BU2QcH0AwLPnm3NzlsywMt0++GV9Q2tV3yzqWu93sVSjfBd1nhkpzXIMmK/2ae+WeMD8+oHMKw5cp//w75Jt1Q494PQAAAN2V/8Jb5RoyTUZWH3nO/ry8bfh8ZRiGrD7D5ZvzRaVd8X3p5DSfsaiCHz6dpFYDbePY0fiEtcUPKfjuH9oU9Dd8mfJf+q1uF/SXJMPlkWvQZLkKR/K9KAUx4/8MwYx/4MzWmf3HCQcU/PDPim6Lb/xr+LOUduUPZPYq7IymKnpwU3z2/ykztX0XfUPuETPibQjWqPb5uxqUcQ2fodjBjU0uF24L17Cz5b/km/XPY+VFCvzjV02mv5HlkdVvjFwDJ8o1cEKjeww40ZBqn/2enNry+mNm3kClXf0TSUZ8Kajb1y3TmTjhwGnLNdnZYiV7FHz//2SX7pUkWQMnxDeQTsvucN28NwHJQd8Cko9+hu4o+OHTimxYnHDMf9kdcg2a3DUNagf6VupwQrXx9JN71yi6f13je4m1xO2P/xs+NpkK7ZfqfYtUP2g3Av/AmS0Z/Sd2ZJfs8oOyBk7olADqyZxwQHX/+JXsIzvrj1mDJintsn+VJAXeeFjR3R8nXOOZ9Gl5z71Wjh1V7NA22dUlUjQixSJyYmEpGpETi0jRcP1PxSKyA1WyS/ZIzkn/R3rTlf75exqk8bFryhR49dfxjclaYGQVyDVwvFwDJ8rMHyqn6ogi25YosvndhHL+T31HroET2vYLQps5ti376B7JcsnMHdhpAxi8NwHJQd8Cko9+hu7ICdfFJ8oEquqPGf4sWf3PkpmVLzNvkFyDJsuwXF3YyubRt3o2u/JwPNC/d7Vih7c3mer2ONeIGXIPO1d2bamcmjI5dkyGP1OmL0tGWi9ZfYa3e284JEr1vpWMwH/3/Z8SANCtWX2GyeozLCl1Gx6/POMuUvCkwH9s/wbZwWo51UcbBP2twlHynP35+LWmS67+49p0PyccUKxoi6KHtkiOI89ZFzeau9/MyFXalT9Q4K1HFDuwofk6q4oV2VisyMbGNy6W4psnWY3sXYDOZ5hm0v69AgAAoHMYnjR5z71WwXf/t/6YE6hSdMeyE2Wy+sg74zq5Bk/tkatR0T04kaDsqiNyAlVy6ioVK9uv2N41sisPt+p6w58l75xb5B46LcktBdqPwD8AoFtyDZkqWe4TefedmKK7PlLswMaEcoY3Q76Lb5NhWu2+l+HxyzVkilxDprRc1psu/6e+I7tkt6L71yu6f53sI7sktX0Bnffca/iyAgAAAJzENXKWzM3vyi7e0eh5p+qIgov/W1bfMfLOukFW3qDT3EL0ZI7jKLz6JYXXvipFgm2+3uw9WK4hU+Ued5FMX2YSWgh0HgL/AIBuyfD45Ro8RdFdK+uPhde9JqfqSEI596RPn/aNcOObkMVXPHinfVZOsEbRAxsU3b9esQPrE5YmN8U95gJZvYckv7EAAABAD2IYpnznfVmBl+6TE6ppslzs0BbVvXiP/PPvkItVtGgFx44p9MGfFNn6Qesvsty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\n",
      "text/plain": [
       "<Figure size 900x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 302,
       "width": 767
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['沪深300'].plot(label = '沪深300', ls = '-.')\n",
    "df['贵州茅台'].plot(label = '贵州茅台')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e574423",
   "metadata": {},
   "source": [
    "## 11.2.1 累积回报"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "6383a3c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x148e2bb50>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ACiKEBwAAAACAggjhAQAAAACgIP8D0N51xSnRU6UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 900x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 302,
       "width": 752
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['沪深300_累积收益'] = df['沪深300']/df['沪深300'].iloc[0]\n",
    "df['贵州茅台_累积收益'] = df['贵州茅台']/df['贵州茅台'].iloc[0]\n",
    "df['沪深300_累积收益'].plot(label = '沪深300', ls = '-.')\n",
    "df['贵州茅台_累积收益'].plot(label = '贵州茅台')\n",
    "plt.legend()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f108aaff",
   "metadata": {},
   "source": [
    "## 11.2.2 每日回报"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "aa05fea2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x149fc7fa0>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 278,
       "width": 771
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['沪深300_每日收益'] = df['沪深300'].pct_change(1)\n",
    "df['贵州茅台_每日收益'] = df['贵州茅台'].pct_change(1)\n",
    "plt.scatter(df['沪深300_每日收益'], df['贵州茅台_每日收益'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fe02562",
   "metadata": {},
   "source": [
    "## 11.2.3 构建回归模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8deb8fae",
   "metadata": {},
   "outputs": [],
   "source": [
    "linregress = stats.linregress(df['沪深300_每日回报'].iloc[1:],df['贵州茅台_每日回报'].iloc[1:])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8a7745e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.1220350669962964"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "beta,alpha,r_val,p_val,std_err = linregress\n",
    "beta\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "96bd0838",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0005866607471595603"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7b7d93a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7373788499330736"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1bde7df8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.3194476175119526e-42"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9dfe9a75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.06648580286927268"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "std_err"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab4de3e5",
   "metadata": {},
   "source": [
    "## 11.4.1 夏普比率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9bf3d492",
   "metadata": {},
   "outputs": [],
   "source": [
    "def sharpe_function(portfolio, timeframe = 252):\n",
    "    mean = portfolio.mean() * timeframe\n",
    "    std = portfolio.std() * np.sqrt(timeframe)\n",
    "    return mean/std\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b715f2c",
   "metadata": {},
   "source": [
    "## 11.4.2 索蒂诺比率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e8b72d3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def sortino_function (portfolio, timeframe = 252):\n",
    "    portfolio = portfolio.values\n",
    "    downward = portfolio[portfolio < 0]\n",
    "    mean = portfolio.mean() * timeframe\n",
    "    std = downward.std() * np.sqrt(timeframe)\n",
    "    return mean/std\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "924739d3",
   "metadata": {},
   "source": [
    "## 11.4.3 条件风险价值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5654352e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def cVaR (theta, mu, sigma):\n",
    "    # 仿真的数量\n",
    "    n = 50000\n",
    "    # 找到theta%的误差阈值\n",
    "    t = int(n*theta)\n",
    "    # 创建一个有n个正态法模拟的向量\n",
    "    vec = pd.DataFrame(np.random.normal(mu, sigma, size=(n,)), columns = ['Simulations'])\n",
    "    # 排序器的值并找到theta%的值\n",
    "    cvar = vec.sort_values(by = 'Simulations').iloc[0 :t,:].mean().values[ 0 ]\n",
    "    return cvar\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13a3e17d",
   "metadata": {},
   "source": [
    "## 11.4.4 风险贡献"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b3356ef4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def CR_function (weights, database, ben = 'S'):\n",
    "    # 找出该资产在投资组合中的数量\n",
    "    l = len (weights)\n",
    "    # 计算每项资产的风险贡献\n",
    "    crs = []\n",
    "    for i in range(l):\n",
    "        cr = beta_function(data.iloc[:,i]) * weights[i]\n",
    "        crs.append(cr)\n",
    "        return crs/np.sum(crs)\n"
   ]
  }
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